{
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   "source": [
    "### 时间序列分析：\n",
    "\n",
    "**时间序列**经常通过折线图绘制。时间序列用于统计，信号处理，模式识别，计量经济学，数学金融，天气预报，地震预测，脑电图，控制工程，天文学，通信工程，以及主要涉及时间测量的任何应用科学和工程领域。\n",
    "\n",
    "时间序列数据是指在不同时间点上收集到的数据，这类数据反映了某一事物、现象等随时间的变化状态或程度，如我国国内生产总值从1949到2021的变化就是时间序列数据。时间序列数据可作季度数据、月度数据等细分。\n",
    "\n",
    "时间序列分析包括用于分析时间序列数据的方法，以便提取有意义的统计数据和数据的其他特征。\n",
    "\n",
    "时间序列数据具有自然的时间顺序。这使得时间序列分析不同于**横截面**(panel data)研究，其中没有观察的自然顺序。时间序列分析也不同于**空间数据**(spatial data)分析，其中观测通常与地理位置相关（例如，通过位置来计算房价以及房屋的内在特征）。一个随机的时间序列的模型通常会反映出这样一个事实，即与时间紧密相连的观测结果将比进一步分开的观察结果更加密切相关。此外，时间序列模型通常会利用时间的自然单向排序，因此给定时期的值将表示为从过去的值中获得，而不是从未来的值中获得。\n",
    "\n",
    "时间序列分析可应用于实值，连续数据，离散数字数据。\n",
    "\n",
    "#### 常用时间序列分析：\n",
    "\n",
    "时间序列的常用算法包括移动平均（MA, Moving Average）、指数平滑（ES, Exponential Smoothing）、自回归移动平均模型（ARMA , Auto-regressive Moving Average Model）三大主要类别，每个类别又可以细分和延伸出多种算法。\n",
    "\n",
    "本课程主要学习使用最简单的MA移动平均。。。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Please input the token:  ························································\n"
     ]
    },
    {
     "data": {
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>trade_date</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>change</th>\n",
       "      <th>pct_chg</th>\n",
       "      <th>vol</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20201204</td>\n",
       "      <td>19.47</td>\n",
       "      <td>19.47</td>\n",
       "      <td>18.97</td>\n",
       "      <td>19.30</td>\n",
       "      <td>19.54</td>\n",
       "      <td>-0.24</td>\n",
       "      <td>-1.2282</td>\n",
       "      <td>891347.84</td>\n",
       "      <td>1707639.065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20201203</td>\n",
       "      <td>19.78</td>\n",
       "      <td>19.86</td>\n",
       "      <td>19.17</td>\n",
       "      <td>19.54</td>\n",
       "      <td>19.63</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>-0.4585</td>\n",
       "      <td>714452.30</td>\n",
       "      <td>1393085.020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20201202</td>\n",
       "      <td>19.93</td>\n",
       "      <td>20.06</td>\n",
       "      <td>19.52</td>\n",
       "      <td>19.63</td>\n",
       "      <td>20.05</td>\n",
       "      <td>-0.42</td>\n",
       "      <td>-2.0948</td>\n",
       "      <td>889385.29</td>\n",
       "      <td>1758639.187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20201201</td>\n",
       "      <td>19.70</td>\n",
       "      <td>20.51</td>\n",
       "      <td>19.40</td>\n",
       "      <td>20.05</td>\n",
       "      <td>19.74</td>\n",
       "      <td>0.31</td>\n",
       "      <td>1.5704</td>\n",
       "      <td>1263719.75</td>\n",
       "      <td>2516010.782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20201130</td>\n",
       "      <td>19.90</td>\n",
       "      <td>20.88</td>\n",
       "      <td>19.59</td>\n",
       "      <td>19.74</td>\n",
       "      <td>19.70</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.2030</td>\n",
       "      <td>1581441.28</td>\n",
       "      <td>3213680.470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20200108</td>\n",
       "      <td>17.00</td>\n",
       "      <td>17.05</td>\n",
       "      <td>16.63</td>\n",
       "      <td>16.66</td>\n",
       "      <td>17.15</td>\n",
       "      <td>-0.49</td>\n",
       "      <td>-2.8571</td>\n",
       "      <td>847824.12</td>\n",
       "      <td>1423608.811</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20200107</td>\n",
       "      <td>17.13</td>\n",
       "      <td>17.28</td>\n",
       "      <td>16.95</td>\n",
       "      <td>17.15</td>\n",
       "      <td>17.07</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.4687</td>\n",
       "      <td>728607.56</td>\n",
       "      <td>1247047.135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20200106</td>\n",
       "      <td>17.01</td>\n",
       "      <td>17.34</td>\n",
       "      <td>16.91</td>\n",
       "      <td>17.07</td>\n",
       "      <td>17.18</td>\n",
       "      <td>-0.11</td>\n",
       "      <td>-0.6403</td>\n",
       "      <td>862083.50</td>\n",
       "      <td>1477930.193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20200103</td>\n",
       "      <td>16.94</td>\n",
       "      <td>17.31</td>\n",
       "      <td>16.92</td>\n",
       "      <td>17.18</td>\n",
       "      <td>16.87</td>\n",
       "      <td>0.31</td>\n",
       "      <td>1.8376</td>\n",
       "      <td>1116194.81</td>\n",
       "      <td>1914495.474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20200102</td>\n",
       "      <td>16.65</td>\n",
       "      <td>16.95</td>\n",
       "      <td>16.55</td>\n",
       "      <td>16.87</td>\n",
       "      <td>16.45</td>\n",
       "      <td>0.42</td>\n",
       "      <td>2.5532</td>\n",
       "      <td>1530231.87</td>\n",
       "      <td>2571196.482</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>224 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       ts_code trade_date   open   high    low  close  pre_close  change  \\\n",
       "0    000001.SZ   20201204  19.47  19.47  18.97  19.30      19.54   -0.24   \n",
       "1    000001.SZ   20201203  19.78  19.86  19.17  19.54      19.63   -0.09   \n",
       "2    000001.SZ   20201202  19.93  20.06  19.52  19.63      20.05   -0.42   \n",
       "3    000001.SZ   20201201  19.70  20.51  19.40  20.05      19.74    0.31   \n",
       "4    000001.SZ   20201130  19.90  20.88  19.59  19.74      19.70    0.04   \n",
       "..         ...        ...    ...    ...    ...    ...        ...     ...   \n",
       "219  000001.SZ   20200108  17.00  17.05  16.63  16.66      17.15   -0.49   \n",
       "220  000001.SZ   20200107  17.13  17.28  16.95  17.15      17.07    0.08   \n",
       "221  000001.SZ   20200106  17.01  17.34  16.91  17.07      17.18   -0.11   \n",
       "222  000001.SZ   20200103  16.94  17.31  16.92  17.18      16.87    0.31   \n",
       "223  000001.SZ   20200102  16.65  16.95  16.55  16.87      16.45    0.42   \n",
       "\n",
       "     pct_chg         vol       amount  \n",
       "0    -1.2282   891347.84  1707639.065  \n",
       "1    -0.4585   714452.30  1393085.020  \n",
       "2    -2.0948   889385.29  1758639.187  \n",
       "3     1.5704  1263719.75  2516010.782  \n",
       "4     0.2030  1581441.28  3213680.470  \n",
       "..       ...         ...          ...  \n",
       "219  -2.8571   847824.12  1423608.811  \n",
       "220   0.4687   728607.56  1247047.135  \n",
       "221  -0.6403   862083.50  1477930.193  \n",
       "222   1.8376  1116194.81  1914495.474  \n",
       "223   2.5532  1530231.87  2571196.482  \n",
       "\n",
       "[224 rows x 11 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Importing Packages and Data\n",
    "\n",
    "import pandas as pd\n",
    "import tushare as ts\n",
    "import matplotlib.pyplot as plt\n",
    "import getpass\n",
    "\n",
    "tushare_token = getpass.getpass('Please input the token: ')\n",
    "  # 请在 tushare.pro 网站注册并且告知学生身份，可以取得你的token\n",
    "pro = ts.pro_api(tushare_token)\n",
    "\n",
    "df = pro.daily(ts_code='000001.SZ', start_date='20200101', end_date='20201204')\n",
    "cprice = df[['trade_date','close']].set_index('trade_date')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>open</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>20200102</th>\n",
       "      <td>16.87</td>\n",
       "      <td>16.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20200103</th>\n",
       "      <td>17.18</td>\n",
       "      <td>16.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20200106</th>\n",
       "      <td>17.07</td>\n",
       "      <td>17.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20200107</th>\n",
       "      <td>17.15</td>\n",
       "      <td>17.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20200108</th>\n",
       "      <td>16.66</td>\n",
       "      <td>17.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20201130</th>\n",
       "      <td>19.74</td>\n",
       "      <td>19.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20201201</th>\n",
       "      <td>20.05</td>\n",
       "      <td>19.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20201202</th>\n",
       "      <td>19.63</td>\n",
       "      <td>19.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20201203</th>\n",
       "      <td>19.54</td>\n",
       "      <td>19.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20201204</th>\n",
       "      <td>19.30</td>\n",
       "      <td>19.47</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>224 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            close   open\n",
       "trade_date              \n",
       "20200102    16.87  16.65\n",
       "20200103    17.18  16.94\n",
       "20200106    17.07  17.01\n",
       "20200107    17.15  17.13\n",
       "20200108    16.66  17.00\n",
       "...           ...    ...\n",
       "20201130    19.74  19.90\n",
       "20201201    20.05  19.70\n",
       "20201202    19.63  19.93\n",
       "20201203    19.54  19.78\n",
       "20201204    19.30  19.47\n",
       "\n",
       "[224 rows x 2 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cprice = df[['trade_date','close','open']].set_index('trade_date').iloc[::-1]\n",
    "cprice"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Panel data\n",
    "\n",
    "also known as longitudinal data or cross-sectional time series data in some special cases, is data that is derived from a (usually small) number of observations over time on a (usually large) number of cross-sectional units like individuals, households, firms, or governments.\n",
    "\n",
    "\n",
    "In the disciplines of **econometrics** and **statistics**, panel data refers to multi-dimensional data that generally involves measurements over some period of time. As such, panel data consists of researcher's observations of numerous phenomena that were collected over several time periods for the same group of units or entities. For example, a panel data set may be one that follows a given sample of individuals over time and records observations or information on each individual in the sample.\n",
    "\n",
    "面板数据(Panel Data)，也叫“平行数据”，是指在时间序列上取多个截面，在这些截面上同时选取样本观测值所构成的样本数据。或者说他是一个m*n的数据矩阵，记载的是n个时间节点上，m个对象的某一数据指标。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cprice.plot(figsize=(20,10), linewidth=5, fontsize=20, rot = 45)\n",
    "plt.xlabel('Time', fontsize=20);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "cprice.rolling(5).mean().plot(figsize=(20,10), linewidth=5, fontsize=20, use_index = True, rot = 45)\n",
    "plt.xlabel('Date', fontsize=20);### Identifying Trends in Time Series\n",
    "\n",
    "There are several ways to think about identifying trends in time series. One popular way is by taking a rolling average, which means that, for each time point, you take the average of the points on either side of it. Note that the number of points is specified by a window size, which you need to choose.\n",
    "\n",
    "``pandas.DataFrame.rolling()`` is a function in pandas to identify the trend. A rolling window is used to find the moving average. \n",
    "\n",
    "In statistics, a moving average is a calculation used to analyze data points by creating a series of averages of different subsets of the full data set. In finance, a moving average (MA) is a stock indicator that is commonly used in technical analysis. The reason for calculating the moving average of a stock is to help smooth out the price data by creating a constantly updated average price."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cprice.rolling(20).mean().plot(figsize=(20,10), linewidth=5, fontsize=20, use_index = True, rot = 45)\n",
    "plt.xlabel('Date', fontsize=20);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cprice.rolling(5).mean().plot(figsize=(20,10), linewidth=5, fontsize=20, use_index = True, rot = 45)\n",
    "plt.xlabel('Date', fontsize=20);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cprice = df[['trade_date','close']].set_index('trade_date').iloc[::-1]\n",
    "cprice['20MA'] = cprice['close'].rolling(20).mean()\n",
    "cprice['10MA'] = cprice['close'].rolling(10).mean()\n",
    "\n",
    "cprice.plot(figsize=(20,10), linewidth=5, fontsize=20, use_index=True, rot = 45)\n",
    "plt.xlabel('Date', fontsize=20);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>20MA</th>\n",
       "      <th>10MA</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>20200102</th>\n",
       "      <td>16.87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20200103</th>\n",
       "      <td>17.18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20200106</th>\n",
       "      <td>17.07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20200107</th>\n",
       "      <td>17.15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20200108</th>\n",
       "      <td>16.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20201130</th>\n",
       "      <td>19.74</td>\n",
       "      <td>18.4285</td>\n",
       "      <td>19.098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20201201</th>\n",
       "      <td>20.05</td>\n",
       "      <td>18.5330</td>\n",
       "      <td>19.320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20201202</th>\n",
       "      <td>19.63</td>\n",
       "      <td>18.5985</td>\n",
       "      <td>19.437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20201203</th>\n",
       "      <td>19.54</td>\n",
       "      <td>18.6905</td>\n",
       "      <td>19.506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20201204</th>\n",
       "      <td>19.30</td>\n",
       "      <td>18.7735</td>\n",
       "      <td>19.550</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>224 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            close     20MA    10MA\n",
       "trade_date                        \n",
       "20200102    16.87      NaN     NaN\n",
       "20200103    17.18      NaN     NaN\n",
       "20200106    17.07      NaN     NaN\n",
       "20200107    17.15      NaN     NaN\n",
       "20200108    16.66      NaN     NaN\n",
       "...           ...      ...     ...\n",
       "20201130    19.74  18.4285  19.098\n",
       "20201201    20.05  18.5330  19.320\n",
       "20201202    19.63  18.5985  19.437\n",
       "20201203    19.54  18.6905  19.506\n",
       "20201204    19.30  18.7735  19.550\n",
       "\n",
       "[224 rows x 3 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cprice"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A moving average can also act as support or resistance. In an uptrend, a 50-day, 100-day or 200-day moving average may act as a support level. This is because the average acts like a floor (support), so the price bounces up off of it. In a downtrend, a moving average may act as resistance; like a ceiling, the price hits the level and then starts to drop again."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 练习\n",
    "\n",
    "“傻瓜式炒股法”——20日均线一根均线买入法，简单很实用！\n",
    "\n",
    "股价向上突破20日均线\n",
    "\n",
    "当股价经过一轮下跌后，已经跌无可跌了，股票一定会反弹。当股票经过调整向上突破20日均线并且是放量的，这就是技术上的买入点，这里需要注意的一点是要有成交量的配合，否则没有多大的意义。股价快速向上突破20日线并且稳稳站住，同时也有成交量放大的配合。当股价有效突破20日线后，一般涨幅都不会太小，这时投资者可以大胆买入。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### EMA\n",
    "\n",
    "Exponential moving average gives more weight to the recent prices and as a result of which, it can be a better model or better capture the movement of the trend in a faster way. EMA's reaction is directly proportional to the pattern of the data.\n",
    "\n",
    "Since EMAs give a higher weight on recent data than on older data, they are more responsive to the latest price changes as compared to SMAs, which makes the results from EMAs more timely and hence EMA is more preferred over other techniques.\n",
    "\n",
    "We can use the ``pandas.DataFrame.ewm()`` function to calculate the exponentially weighted moving average for a certain number of previous periods."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>20MA</th>\n",
       "      <th>10MA</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>20200102</th>\n",
       "      <td>16.87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20200103</th>\n",
       "      <td>17.18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20200106</th>\n",
       "      <td>17.07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20200107</th>\n",
       "      <td>17.15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20200108</th>\n",
       "      <td>16.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20201130</th>\n",
       "      <td>19.74</td>\n",
       "      <td>18.4285</td>\n",
       "      <td>19.098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20201201</th>\n",
       "      <td>20.05</td>\n",
       "      <td>18.5330</td>\n",
       "      <td>19.320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20201202</th>\n",
       "      <td>19.63</td>\n",
       "      <td>18.5985</td>\n",
       "      <td>19.437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20201203</th>\n",
       "      <td>19.54</td>\n",
       "      <td>18.6905</td>\n",
       "      <td>19.506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20201204</th>\n",
       "      <td>19.30</td>\n",
       "      <td>18.7735</td>\n",
       "      <td>19.550</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>224 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            close     20MA    10MA\n",
       "trade_date                        \n",
       "20200102    16.87      NaN     NaN\n",
       "20200103    17.18      NaN     NaN\n",
       "20200106    17.07      NaN     NaN\n",
       "20200107    17.15      NaN     NaN\n",
       "20200108    16.66      NaN     NaN\n",
       "...           ...      ...     ...\n",
       "20201130    19.74  18.4285  19.098\n",
       "20201201    20.05  18.5330  19.320\n",
       "20201202    19.63  18.5985  19.437\n",
       "20201203    19.54  18.6905  19.506\n",
       "20201204    19.30  18.7735  19.550\n",
       "\n",
       "[224 rows x 3 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cprice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='trade_date'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cprice['6EMA'] = cprice['close'].ewm(span=6, adjust=False).mean()\n",
    "cprice['6MA'] = cprice['close'].rolling(6).mean()\n",
    "\n",
    "cprice[['close','6MA','6EMA']].iloc[:50,:].plot(figsize=(20,10), linewidth=5, fontsize=20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The EMA curve is more timely, or closer to the original (closing price) curve than the MA curve. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Return\n",
    "\n",
    "The formula for the total stock return is the appreciation in the price plus any dividends paid, divided by the original price of the stock. The income sources from a stock is dividends and its increase in value.\n",
    "\n",
    "``pandas.dataframe - pandas.dataframe.shift(1)`` is same as ``pandas.dataframe.diff()``"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='trade_date'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cprice['returns'] = 100 * cprice['close'].diff().div(cprice['close'])\n",
    "cprice['returns'].plot(figsize=(20,10), linewidth=5, fontsize=20, use_index=True, rot = 45)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Variance/Standard Deviation (Volatility)\n",
    "\n",
    "Simply put, volatility is a reflection of the degree to which price moves. A stock with a price that fluctuates wildly, hits new highs and lows, or moves erratically is considered highly volatile. A stock that maintains a relatively stable price has low volatility. A highly volatile stock is riskier.\n",
    "\n",
    "When investing in a volatile security, the chance for success is increased as much as the risk of failure. \n",
    "\n",
    "**Volatility** is calculated by determining the mean price for the established period and then subtracting this figure from each price point. The differences are then squared, summed, and averaged to produce the variance.\n",
    "\n",
    "Because the variance is the product of squares, it is no longer in the original unit of measure. Since price is measured in dollars, a metric that uses dollars squared is not very easy to interpret. Therefore, the standard deviation is calculated by taking the square root of the variance, which brings it back to the same unit of measure as the underlying data set.\n",
    "\n",
    "**Volatility Formula**\n",
    "\n",
    "1. Gather $N$ daily stock price and then determine the mean of the stock price. Let us assume the daily stock price on an $i$th day as $P_i$ and the mean price as $P_{a}$.\n",
    "\n",
    "2. Next, compute the difference between each day’s stock price and the mean price, i.e., $P_i – P_{a}$.\n",
    "\n",
    "3. Next, compute the square root of all the deviations, i.e. $\\sqrt{\\frac{1}{N}\\sum_{i=1}^{N}{(P_{i} – P_a)^2}}$.\n",
    "\n",
    "GARCH"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The variance and standard deviation of price are 3.48 and 1.87.\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "var = np.mean((cprice['close'] - cprice['close'].mean())**2)\n",
    "std = np.sqrt(var)\n",
    "\n",
    "print('The variance and standard deviation of price are {} and {}.'.format(np.round(var,2), np.round(std,2)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Risk-adjusted return\n",
    "\n",
    "This uses the risk-free rate of return and investment volatility in order to take an investment's risk level into account when calculating returns. A basic investment goal is to maximize the amount of return produced by investments relative to the total risk. In other words, a lower return by a low-risk investment can be a better risk-adjusted return than a superior return produced by a higher-risk investment. \n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The **Sharpe ratio** was developed by Nobel laureate William F. Sharpe and is used to help investors understand the return of an investment compared to its risk.\n",
    "\n",
    "Formula and Calculation of Sharpe Ratio\n",
    "$$ \\textit{Sharpe Ratio} = \\frac{R_p - R_f}{\\sigma_p} $$\n",
    "\n",
    "where $R_{p}=\\text{return of portfolio}$, $R_{f} = \\text{risk-free rate}, \\sigma_p = \\text{standard deviation of the portfolio's excess return}$.\n",
    "\n",
    "If we assume the risk-free rate is $1\\%$.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sharpe_ratio is 9.95.\n"
     ]
    }
   ],
   "source": [
    "rp = cprice['close'].mean()\n",
    "sigma_r = np.sqrt(np.mean((cprice['close'] - cprice['close'].mean())**2))\n",
    "rf = 0.01\n",
    "sharpe_ratio = (rp - rf)/(sigma_r)\n",
    "\n",
    "print('Sharpe_ratio is {}.'.format(np.round(sharpe_ratio,2)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 练习\n",
    "\n",
    "收集一批股票（如银行业），通过夏普比例的高低来选出最值得投资的组合。\n",
    "\n",
    "``\n",
    "stocks = pro.query('stock_basic', exchange='', list_status='L', fields='ts_code,symbol,name,area,industry,list_date')\n",
    "``"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Autocorrelation\n",
    "\n",
    "Autocorrelation is the measure of the degree of similarity between a given time series and the lagged version of that time series over successive time periods. It is similar to calculating the correlation between two different variables except in Autocorrelation we calculate the correlation between two different versions $X_t$ and $X_{t-k}$ of the same time series.\n",
    "\n",
    "Given time-series measurements, $Y_1, Y_2,\\ldots,Y_N$ at time $X_1, X_2, \\ldots, X_N$, the lag $k$ autocorrelation function is defined as:\n",
    "\n",
    "$$r_k = \\frac{\\sum_{i=1}^{N-k}\\left ( Y_i - \\bar{Y}\\right ) \\left ( Y_{i+k} - \\bar{Y} \\right )}{\\sum_{i=1}^{N-k}\\left ( Y_i - \\bar{Y}\\right )^2}$$\n",
    "\n",
    "Plotting the Autocorrelation Plot on a graph can be done using the ``pandas.DataFrame.plotting.autocorrelation_plot()`` method of the plotting module. This function generates the Autocorrelation plot for time series."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2b11ceaeda0>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.plotting.autocorrelation_plot(cprice['close'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Correlation\n",
    "\n",
    "Correlation, in the finance and investment industries, is a statistic that measures the degree to which two securities move in relation to each other. Correlations are used in advanced portfolio management, computed as the correlation coefficient, which has a value that must fall between -1.0 and +1.0.\n",
    "\n",
    "In finance, the correlation can measure the movement of a stock with that of a benchmark index, such as the CIS300, S&P500."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>name</th>\n",
       "      <th>market</th>\n",
       "      <th>publisher</th>\n",
       "      <th>category</th>\n",
       "      <th>base_date</th>\n",
       "      <th>base_point</th>\n",
       "      <th>list_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000300.SH</td>\n",
       "      <td>沪深300</td>\n",
       "      <td>SSE</td>\n",
       "      <td>中证公司</td>\n",
       "      <td>规模指数</td>\n",
       "      <td>20041231</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>20050408</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     ts_code   name market publisher category base_date  base_point list_date\n",
       "0  000300.SH  沪深300    SSE      中证公司     规模指数  20041231      1000.0  20050408"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pro.index_basic(name='沪深300')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cis300</th>\n",
       "      <th>600000.SH</th>\n",
       "      <th>000001.SZ</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>cis300</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.246603</td>\n",
       "      <td>0.662647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600000.SH</th>\n",
       "      <td>-0.246603</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.084028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000001.SZ</th>\n",
       "      <td>0.662647</td>\n",
       "      <td>-0.084028</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             cis300  600000.SH  000001.SZ\n",
       "cis300     1.000000  -0.246603   0.662647\n",
       "600000.SH -0.246603   1.000000  -0.084028\n",
       "000001.SZ  0.662647  -0.084028   1.000000"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "start_date='20200101'\n",
    "end_date='20201129'\n",
    "\n",
    "cis300 = pro.index_daily(ts_code='000300.SH', start_date=start_date, end_date=end_date)\n",
    "stk1 = pro.daily(ts_code='600000.SH', start_date=start_date, end_date=end_date)\n",
    "stk2 = pro.daily(ts_code='000001.SZ', start_date=start_date, end_date=end_date)\n",
    "df = pd.DataFrame()\n",
    "df['cis300'] = cis300['close']\n",
    "df['600000.SH'] = stk1['close']\n",
    "df['000001.SZ'] = stk2['close']\n",
    "df.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "def get_price(code):\n",
    "    start_date='20200101'\n",
    "    end_date='20201129'\n",
    "    df = pro.daily(ts_code=code, start_date=start_date, end_date=end_date)\n",
    "    return df['close']\n",
    "\n",
    "stocks = ['000001.SZ','000002.SZ','000004.SZ','600000.SH','601998.SH','601398.SH','601857.SH']\n",
    "\n",
    "df = pd.DataFrame()\n",
    "for stock in stocks:\n",
    "    df[stock] = get_price(stock)\n",
    "\n",
    "colormap = plt.cm.RdBu\n",
    "plt.figure(figsize=(15,10))\n",
    "\n",
    "svm = sns.heatmap(df.corr(), linewidths=0.1,vmax=1.0, \n",
    "            square=True, cmap=colormap, linecolor='white', annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
